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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,852 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
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    maintenance
    Enables interaction with Google Maps through a dedicated browser session, supporting searches, directions, map views, and Street View without requiring the Google Maps Platform API.
    24
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Drive Esri's ArcGIS Pro from an AI agent — the ArcGIS Pro counterpart to QGIS MCP. A headless ArcPy CLI plus an in-process .NET 8 add-in that exposes the live Pro session as MCP tools (ping, zoom_to, query, run_gp, export_layout) so an agent drives the running project while you watch.
    6
    67
    PolyForm Noncommercial 1.0.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    Connects OpenAI Codex Desktop to QGIS Desktop for natural language GIS operations, including project management, layer manipulation, and algorithm execution.
    4
    -
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    quality
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    Search for local businesses worldwide. Structured data optimized for AI agents. • Search Millions of businesses over 49 countries (Europe, Northamerica, Southamerica, Asia, Oceania) • Quality & demand scoring for every business • Ranking based on real user click-through data • No API key needed, free access • Rate limit: 500 requests/hour per IP
    6
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Provides read-only access to a Ryde account so agents can pull completed rides and GPS routes, owned and available RidePasses, payments, city fare rules, and ride summaries or pass-cost comparisons. Requires an SMS-authenticated login and never modifies account data.
    20
    MIT
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    Not graded
    quality
    C
    maintenance
    A self-contained MCP server that gives AI agents the ability to calculate high-precision astronomical data. It provides tropical zodiac coordinates, planetary speeds, retrograde detection, and house cusps using the trusted Swiss Ephemeris engine. 100%
    19 PyPI
    4
    AGPL 3.0
  • A
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    Not graded
    quality
    B
    maintenance
    Enables a local Grok Bot to talk to the unofficial MySubaru API over stdio, supporting vehicle status, locate, tire pressure, fuel, odometer, climate presets, and explicit lock/unlock/remote start actions without exposing secrets.
    1
    MIT
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    Search for local businesses worldwide. Structured data optimized for AI agents. • Search Millions of businesses over 49 countries (Europe, Northamerica, Southamerica, Asia, Oceania) • Quality & demand scoring for every business • Ranking based on real user click-through data • No API key needed, free access • Rate limit: 500 requests/hour per IP
    -
  • A
    license
    A
    quality
    B
    maintenance
    Exposes Google Places and Routes functionality as tools for searching, geocoding, place autocompletion and details, photos, directions, and route search, usable from Codex and Claude Code clients.
    10
    MIT
  • F
    license
    B
    quality
    C
    maintenance
    Enables safe local MCP-based control of ArcMap Desktop 10.8, allowing read-only inspection of map documents, layers, datasets, and execution of allowlisted geoprocessing tools through ArcPy.
    15
    3
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  • F
    license
    B
    quality
    D
    maintenance
    QGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control QGIS for project creation, layer loading, code execution, and more.
    15
    1
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